{"id":1083809,"date":"2023-09-21T16:10:23","date_gmt":"2023-09-21T14:10:23","guid":{"rendered":"https:\/\/www.capgemini.com\/?p=955192"},"modified":"2025-03-21T12:06:32","modified_gmt":"2025-03-21T12:06:32","slug":"i-see-you-opening-the-ai-black-box","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","title":{"rendered":"I see you: Opening the AI black box"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>I see you: Opening the AI black box<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/09\/JAMES.png?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">James Wilson<\/h5><h5 class=\"blog-date\">21st September 2023<\/h5><\/div><\/div><div class=\"brand-image\"> <\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading has-black-color has-text-color\" id=\"h-your-customer-needs-to-be-able-to-see-you-just-as-clearly-as-you-see-them-ultimately-the-strength-of-their-relationship-with-you-relies-on-how-well-you-can-explain-the-operations-of-your-ai\">Your customer needs to be able to see you just as clearly as you see them. Ultimately, the strength of their relationship with you relies on how well you can explain the operations of your AI.<\/h3>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image alignleft size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/09\/image.png\" alt=\"\" class=\"wp-image-955213\"\/><\/figure>\n\n\n\n<p><em>The data scientists were baffled. They had been training the algorithm for weeks, watching it reach new heights of accuracy when identifying dog breeds. 85 percent, 95 percent, and eventually it peaked at 98 percent accuracy. However, every now and then, it seemed to throw the same error, identifying a multitude of very distinct breeds as the same thing: a husky. Repeatedly, the model would return husky when the picture was clearly of a poodle, a dalmatian, even a bulldog. Frustrated, they reverse engineered explainability into the model.<\/em><\/p>\n\n\n\n<p><em>The result was shocking.<\/em><\/p>\n\n\n\n<div style=\"height:6px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><em>The algorithm was completely ignoring the features of the animals in the pictures. Instead, to the data scientists\u2019 collective surprise, it was using other attributes of the image that happened to be common to every husky picture they had used to train it. It was identifying the picture because of the snow and the trees in the background.<\/em><\/p>\n\n\n\n<p>Imagine if the machine learning (ML) algorithm that processed your mortgage application was using equally irrelevant attributes to make a critical decision for your future, such as the gender or ethnic origin you declared on the application form.<\/p>\n\n\n\n<p>There is no question that machine learning-based models are critical enablers for the complex processes inherent in the modern world, however, organizations are becoming increasingly aware of the impacts from getting their implementation even slightly wrong. And high-profile examples, including the well-publicized reputational impact suffered by Apple as a result of the <a href=\"https:\/\/www.wired.com\/story\/the-apple-card-didnt-see-genderand-thats-the-problem\/\" target=\"_blank\" rel=\"noreferrer noopener\">gender bias in the credit limits<\/a> offered during its credit card launch and the <a href=\"https:\/\/time.com\/6254226\/alphabet-google-bard-100-billion-ai-error\/\" target=\"_blank\" rel=\"noreferrer noopener\">$100 billion market value impact<\/a> suffered by Google after the launch of its GPT offering, Bard, have ensured that the public are too.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/09\/I-SEE-YOU_GRAPH.png?w=960\" alt=\"\" class=\"wp-image-955209\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-can-you-really-see-me\">Can you really see me?<\/h2>\n\n\n\n<p>Customer intimacy is a gauge of your alignment with your customers&#8217; needs and values. It\u2019s more than just talking to your customers; it\u2019s about understanding them and understanding their perception of your organization. Being customer-centric relies on cultivating customer intimacy, and that relationship is built on trust. Why am I being offered that particular promotion? Why have I been quoted a particular price for my online purchase or had a particular video suggested to me? In the early days of AI mass-adoption, from the mid-2010s (sometimes termed the \u201cAI summer\u201d), consumers and customers were largely willing to accept the \u201cmagic\u201d of artificial intelligence on face value. However, as machine-learning algorithms have become progressively integrated into our interactions with technical systems, service providers, and even other people, terms like \u201cinterpretable ML,\u201d \u201cexplainable AI,\u201d and \u201cglass-box model\u201d have become increasingly pertinent to this key group. This demand for transparency from customers, consumers, and citizens alike is only going to be further amplified as their digital dexterity and AI literacy increases, supported by the increasing focus on customer experience and the simplification introduced though automation and AI.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-medium-font-size\"><em>\u201cBeing customer-centric relies on cultivating customer intimacy, and that relationship is built on trust.\u201d<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-20-20-vision\">20:20 vision<\/h2>\n\n\n\n<p>Legislation is catching up; just consider the explainability clauses proposed in the EU and UK\u2019s forthcoming AI strategies, or even just the tenets of GDPR, but irrespective of how much an organization fears falling afoul of some current or future law, good corporate governance is a critical discipline; it is an enabler and liberator for an organization when it is done properly and, conversely, an inhibitor for corporate growth when it isn\u2019t. Having clear control of the organization\u2019s processes is at the core of getting governance right, so understanding the AI that is powering them should not be considered optional.<\/p>\n\n\n\n<p>Investigating and validating modern end-to-end ML is akin to opening the hood of a modern car. With some basic guidance, we can identify the major components but that\u2019s about it for most people. Knowing how all those components propel your vehicle is as inscrutable as understanding just why a hotel room in Croydon suddenly costs so much more on a particular day on that travel booking site. And while, in the case of a car, there are well-understood laws, rigorous tests, and certifications that ensure the vehicle\u2019s road worthiness, those tests and certifications are not yet formally in place for AI systems. Yet. For the most part, ML models remain unregulated, custom-designed information processing systems that we have little understanding of and are too often referred to as \u201cblack boxes.\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-opening-the-black-box\">Opening the black box<\/h2>\n\n\n\n<p>For those reasons, a black-box AI system is no longer adequate for a competitive organization, especially when there are increasingly compelling requirements for proactive responsibility, compliance, and sustainability targets. Major technology industry players have themselves introduced open-source toolkits for assessing biases and explaining model behavior, with <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/fairlearn-a-toolkit-for-assessing-and-improving-fairness-in-ai\/\">Microsoft\u2019s Fairlearn<\/a> and <a href=\"https:\/\/www.ibm.com\/opensource\/open\/projects\/ai-fairness-360\/\">IBM\u2019s AI Fairness 360<\/a> being the most prominent examples.<\/p>\n\n\n\n<p>Almost every ML project we undertake involves work on explainability, because it allows us to rationalize model behavior when presenting results to our clients. And thanks to the advances in explainable AI, we have seen a resurgence of interest in previously niche research areas such as causal ML, fair ML, ethical AI, and sustainable AI. Taking the latter as an example, using explainable AI techniques to better understand what a model is actually doing will lift the lid on whether the additional power consumption required, that \u201ccarbon investment,\u201d is really worthwhile if it only improves the accuracy of the model by a few percentage points.<\/p>\n\n\n\n<p>It is true that AI is currently allowing us to explore information use that we never previously thought possible (one of the authors is really looking forward to AI-generated unit tests). Nevertheless, that exploration needs to entail the introspection and explainability of the AI systems themselves, so that we can be certain that everyone benefits from them. In the very near future, as AI becomes increasingly pervasive across all facets of society, people are going to want to know exactly what you think you know about them, and exactly how you are using that information to make decisions on their behalf. Expect an increasing number of questions like this and be prepared to be able to answer them with good explainable AI practices.<\/p>\n\n\n\n<p><strong>INNOVATION TAKEAWAYS<\/strong><\/p>\n\n\n\n<p><strong>EXPLAINABLE AI IS IN DEMAND<\/strong><\/p>\n\n\n\n<p>The public are already demanding that the decisions organizations make with AI are explainable and appropriately transparent.<\/p>\n\n\n\n<p><strong>CONSUMER SENTIMENT IS CHANGING<\/strong><\/p>\n\n\n\n<p>As digital dexterity and AI literacy increases, people are no longer willing to accept the \u201cmagic\u201d of algorithms on face value.<\/p>\n\n\n\n<p><strong>THE TIME TO ACT IS NOW<\/strong><\/p>\n\n\n\n<p>Implementing explainable practices in AI and ML will provide much-needed trust and customer intimacy.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Interesting read?<\/strong><\/p>\n\n\n\n<p><strong>Capgemini\u2019s Innovation publication,&nbsp;<a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/data-powered-innovation-review-wave-6\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data-powered Innovation Review | Wave 6<\/a>&nbsp;features 19 such fascinating articles,&nbsp;crafted by leading experts from Capgemini, and key technology partners like&nbsp;<a href=\"https:\/\/builders.capgemini.com\/stats\/mlinktracker?content_id=65B23FB6-29BB-5824-0EF1-8527B436DD04&amp;hash=0C6DB0CC-6428-F5C3-38F9-7FC0865287C6\">Google<\/a>,&nbsp;&nbsp;<a href=\"https:\/\/builders.capgemini.com\/stats\/mlinktracker?content_id=65B23FB6-29BB-5824-0EF1-8527B436DD04&amp;hash=7361D457-92DA-D127-3217-7BE74AF6CC61\">Starburst<\/a>,&nbsp;&nbsp;<a href=\"https:\/\/builders.capgemini.com\/stats\/mlinktracker?content_id=65B23FB6-29BB-5824-0EF1-8527B436DD04&amp;hash=92579DD3-0002-57D7-E949-5632C6A0BCF9\">Microsoft<\/a>,&nbsp;<a href=\"https:\/\/builders.capgemini.com\/stats\/mlinktracker?content_id=65B23FB6-29BB-5824-0EF1-8527B436DD04&amp;hash=C5FF99BC-5F60-8203-DEEC-F13BB4E01E1B\">Snowflake<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/builders.capgemini.com\/stats\/mlinktracker?content_id=65B23FB6-29BB-5824-0EF1-8527B436DD04&amp;hash=C9EF2312-4546-94F1-3A17-8D0B4DC7AC6F\">Databricks<\/a>. Learn&nbsp;about&nbsp;generative AI, collaborative data ecosystems, and an exploration of how data an AI can enable the biodiversity of urban forests.&nbsp;<a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/data-powered-innovation-review\/\" target=\"_blank\" rel=\"noreferrer noopener\">Find all previous waves here<\/a>.<\/strong><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h3 data-maxlength=\"34\"><\/h3><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\n\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/James-Wilson-2.webp\" alt=\"James Wilson\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/james-wilson-1938a1\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">James Wilson<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>I&amp;D Advisory, Insights &amp; Data, Capgemini\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/james-wilson-1938a1\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">James is an Executive Consultant at Capgemini, supporting Data &#038; Analytics leaders in the development and execution of their strategies. His focus is predominately on the responsible and ethical implementation of artificial intelligence solutions. James has over 30 years of experience across a broad range of industries. <\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Pantelis.webp\" alt=\"Pantelis Hadjipantelis\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/pantelis-hadjipantelis-12850b40\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Pantelis Hadjipantelis<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Lead Data Scientist, Insights &amp; Data, Capgemini\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/pantelis-hadjipantelis-12850b40\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Pantelis is an applied statistician with Capgemini&#8217;s AI&#038;A practice since 2019, based in Manchester. He has led data science projects in various fields, including public health, energy, and the environment. Pantelis is actively engaged in Capgemini&#8217;s Ethical AI and Privacy Enhancing Technologies initiatives. Before joining Capgemini, he worked in gambling, academia, and mathematical computing. <\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\n<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":315,"featured_media":1083810,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"{\"uuid\":\"e02bda68-0ef9-49a8-99cf-3f8db789080e\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":true,"cg_dt_link_disabled":false,"_yoast_wpseo_primary_brand":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":""},"categories":[1],"tags":[503,504,505,506,507],"brand":[],"service":[],"industry":[],"partners":[],"blog-topic":[287],"content-group":[],"class_list":["post-1083809","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai-for-good","tag-ai4good","tag-data-masters","tag-machine-learning","tag-responsible-ai","blog-topic-data-and-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>I see you: Opening the AI black box - Capgemini India<\/title>\n<meta name=\"description\" content=\"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"I see you: Opening the AI black box\" \/>\n<meta property=\"og:description\" content=\"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini India\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-21T14:10:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-21T12:06:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2025\/10\/New-Web-preview-global.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"627\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"James Wilson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"mamtarane\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\",\"url\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\",\"name\":\"I see you: Opening the AI black box - Capgemini India\",\"isPartOf\":{\"@id\":\"https:\/\/www.capgemini.com\/in-en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg\",\"datePublished\":\"2023-09-21T14:10:23+00:00\",\"dateModified\":\"2025-03-21T12:06:32+00:00\",\"author\":{\"@id\":\"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/92f238ecb2a637641e0f95e7374132d0\"},\"description\":\"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as\",\"breadcrumb\":{\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#breadcrumb\"},\"inLanguage\":\"en-IN\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-IN\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage\",\"url\":\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg\",\"contentUrl\":\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg\",\"width\":400,\"height\":250},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.capgemini.com\/in-en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"I see you: Opening the AI black box\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/#website\",\"url\":\"https:\/\/www.capgemini.com\/in-en\/\",\"name\":\"Capgemini India\",\"description\":\"Capgemini\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.capgemini.com\/in-en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-IN\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/92f238ecb2a637641e0f95e7374132d0\",\"name\":\"mamtarane\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-IN\",\"@id\":\"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/0143a06c73ca05ae9d24c70ac1868f5868139c6aaab1d3f6a4cec8ffd25b6d2f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/0143a06c73ca05ae9d24c70ac1868f5868139c6aaab1d3f6a4cec8ffd25b6d2f?s=96&d=mm&r=g\",\"caption\":\"mamtarane\"},\"url\":\"https:\/\/www.capgemini.com\/in-en\/author\/mamtarane\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"I see you: Opening the AI black box - Capgemini India","description":"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","og_locale":"en_US","og_type":"article","og_title":"I see you: Opening the AI black box","og_description":"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as","og_url":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","og_site_name":"Capgemini India","article_published_time":"2023-09-21T14:10:23+00:00","article_modified_time":"2025-03-21T12:06:32+00:00","og_image":[{"width":1200,"height":627,"url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2025\/10\/New-Web-preview-global.jpg","type":"image\/jpeg"}],"author":"James Wilson","twitter_card":"summary_large_image","twitter_misc":{"Written by":"mamtarane","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","url":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","name":"I see you: Opening the AI black box - Capgemini India","isPartOf":{"@id":"https:\/\/www.capgemini.com\/in-en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage"},"image":{"@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage"},"thumbnailUrl":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","datePublished":"2023-09-21T14:10:23+00:00","dateModified":"2025-03-21T12:06:32+00:00","author":{"@id":"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/92f238ecb2a637641e0f95e7374132d0"},"description":"I see you: Opening the AI black boxJames Wilson21st September 2023 FacebookTwitterLinkedin Your customer needs to be able to see you just as clearly as","breadcrumb":{"@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#breadcrumb"},"inLanguage":"en-IN","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/"]}]},{"@type":"ImageObject","inLanguage":"en-IN","@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#primaryimage","url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","contentUrl":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","width":400,"height":250},{"@type":"BreadcrumbList","@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.capgemini.com\/in-en\/"},{"@type":"ListItem","position":2,"name":"I see you: Opening the AI black box"}]},{"@type":"WebSite","@id":"https:\/\/www.capgemini.com\/in-en\/#website","url":"https:\/\/www.capgemini.com\/in-en\/","name":"Capgemini India","description":"Capgemini","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.capgemini.com\/in-en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-IN"},{"@type":"Person","@id":"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/92f238ecb2a637641e0f95e7374132d0","name":"mamtarane","image":{"@type":"ImageObject","inLanguage":"en-IN","@id":"https:\/\/www.capgemini.com\/in-en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/0143a06c73ca05ae9d24c70ac1868f5868139c6aaab1d3f6a4cec8ffd25b6d2f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0143a06c73ca05ae9d24c70ac1868f5868139c6aaab1d3f6a4cec8ffd25b6d2f?s=96&d=mm&r=g","caption":"mamtarane"},"url":"https:\/\/www.capgemini.com\/in-en\/author\/mamtarane\/"}]}},"blog_topic_info":[{"id":287,"name":"Data and AI"}],"taxonomy_info":{"category":[{"id":1,"name":"Uncategorized","slug":"uncategorized"}],"post_tag":[{"id":503,"name":"AI for Good","slug":"ai-for-good"},{"id":504,"name":"AI4Good","slug":"ai4good"},{"id":505,"name":"Data Masters","slug":"data-masters"},{"id":506,"name":"Machine Learning","slug":"machine-learning"},{"id":507,"name":"Responsible AI","slug":"responsible-ai"}],"blog-topic":[{"id":287,"name":"Data and AI","slug":"data-and-ai"}]},"parsely":{"version":"1.1.0","canonical_url":"https:\/\/capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","smart_links":{"inbound":0,"outbound":0},"traffic_boost_suggestions_count":0,"meta":{"@context":"https:\/\/schema.org","@type":"NewsArticle","headline":"I see you: Opening the AI black box","url":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/","mainEntityOfPage":{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/"},"thumbnailUrl":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg?w=150&h=150&crop=1","image":{"@type":"ImageObject","url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg"},"articleSection":"Uncategorized","author":[],"creator":[],"publisher":{"@type":"Organization","name":"Capgemini India","logo":""},"keywords":["ai for good","ai4good","data masters","machine learning","responsible ai"],"dateCreated":"2023-09-21T14:10:23Z","datePublished":"2023-09-21T14:10:23Z","dateModified":"2025-03-21T12:06:32Z"},"rendered":"<meta name=\"parsely-title\" content=\"I see you: Opening the AI black box\" \/>\n<meta name=\"parsely-link\" content=\"https:\/\/www.capgemini.com\/in-en\/insights\/expert-perspectives\/i-see-you-opening-the-ai-black-box\/\" \/>\n<meta name=\"parsely-type\" content=\"post\" \/>\n<meta name=\"parsely-image-url\" content=\"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg?w=150&amp;h=150&amp;crop=1\" \/>\n<meta name=\"parsely-pub-date\" content=\"2023-09-21T14:10:23Z\" \/>\n<meta name=\"parsely-section\" content=\"Uncategorized\" \/>\n<meta name=\"parsely-tags\" content=\"ai for good,ai4good,data masters,machine learning,responsible ai\" \/>","tracker_url":"https:\/\/cdn.parsely.com\/keys\/capgemini.com\/p.js"},"jetpack_featured_media_url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","archive_status":false,"featured_image_src":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","featured_image_alt":"","jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Capgemini India","distributor_original_site_url":"https:\/\/www.capgemini.com\/in-en","push-errors":false,"featured_image_url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/Web-banner-2880X1800-2.jpg","author_title":"James Wilson","author_thumbnail_url":"https:\/\/www.capgemini.com\/in-en\/wp-content\/uploads\/sites\/18\/2023\/09\/James-Wilson-2.webp?w=264","author_thumbnail_alt":"","_links":{"self":[{"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/posts\/1083809","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/users\/315"}],"replies":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/comments?post=1083809"}],"version-history":[{"count":5,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/posts\/1083809\/revisions"}],"predecessor-version":[{"id":1145667,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/posts\/1083809\/revisions\/1145667"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/media\/1083810"}],"wp:attachment":[{"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/media?parent=1083809"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/categories?post=1083809"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/tags?post=1083809"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/brand?post=1083809"},{"taxonomy":"service","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/service?post=1083809"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/industry?post=1083809"},{"taxonomy":"partners","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/partners?post=1083809"},{"taxonomy":"blog-topic","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/blog-topic?post=1083809"},{"taxonomy":"content-group","embeddable":true,"href":"https:\/\/www.capgemini.com\/in-en\/wp-json\/wp\/v2\/content-group?post=1083809"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}